Title Input
0 Type City
1 Search san francisco
2 Place of Interests super duper burger, starbucks, mcdonalds, restaurant

SHOWING RESULTS FOR INPUT:

RENT: $/SQFT

20112012201320142015201620172018201922.533.544.55
941099411094122941129411594117941029412194118941149410394107941169412394131941339413494132941249410594127941089415894111

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING RENT

0 1 2 3
0 Model: OLS Adj. R-squared: 0.819
1 Dependent Variable: rent AIC: 15.3506
2 Date: 2020-01-22 14:40 BIC: 28.9766
3 No. Observations: 23 Log-Likelihood: 4.3247
4 Df Model: 11 F-statistic: 10.03
5 Df Residuals: 11 Prob (F-statistic): 0.000311
6 R-squared: 0.909 Scale: 0.084050

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 0.00618726 0.0022251 2.78067 0.0178826 0.00128985 0.0110847
population -8.03797e-06 6.67653e-06 -1.20391 0.25389 -2.27329e-05 6.65698e-06
density 1.6383e-05 9.84376e-06 1.6643 0.124248 -5.28301e-06 3.80489e-05
violent crime 0.0130399 0.0166967 0.780985 0.451292 -0.0237093 0.0497891
property crime 0.00327993 0.0178005 0.18426 0.857162 -0.0358988 0.0424586
MCDONALDS_count -0.106871 0.181199 -0.5898 0.567242 -0.505688 0.291945
RESTAURANT_count 0.123745 0.044502 2.78067 0.0178826 0.025797 0.221693
STARBUCKS_count 0.0350954 0.0289746 1.21125 0.25118 -0.0286772 0.098868
SUPER DUPER BURGER_count 0.237904 0.259325 0.917398 0.37861 -0.332867 0.808675
MCDONALDS_mean -5.0233e-05 0.000191581 -0.262202 0.798011 -0.0004719 0.000371434
RESTAURANT_mean 0.000841688 0.000350606 2.40067 0.0351911 7.00093e-05 0.00161337
STARBUCKS_mean -0.000896006 0.000900096 -0.995456 0.340908 -0.0028771 0.00108509
SUPER DUPER BURGER_mean -4.60144e-05 0.000179987 -0.255653 0.802936 -0.000442164 0.000350135

SALES: $/SQFT

20102011201220132014201520162017201820194006008001000120014001600
94109941109412294112941159411794121941189410394114941079411694123941319413394134941249410594127

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING SALES

0 1 2 3
0 Model: OLS Adj. R-squared: 0.853
1 Dependent Variable: sales AIC: 223.7485
2 Date: 2020-01-22 14:40 BIC: 235.0817
3 No. Observations: 19 Log-Likelihood: -99.874
4 Df Model: 11 F-statistic: 10.49
5 Df Residuals: 7 Prob (F-statistic): 0.00242
6 R-squared: 0.943 Scale: 5847.3

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 2.20357 0.645682 3.41278 0.0112452 0.676775 3.73037
population -0.00489526 0.00217773 -2.24787 0.0593845 -0.0100448 0.000254263
density 0.00459474 0.0048324 0.95082 0.373362 -0.00683206 0.0160215
violent crime -6.47514 6.995 -0.925681 0.385414 -23.0157 10.0654
property crime 4.1562 6.42726 0.646652 0.538474 -11.0419 19.3543
MCDONALDS_count 5.5393 68.1585 0.081271 0.937501 -155.63 166.708
RESTAURANT_count 44.0714 12.9136 3.41278 0.0112452 13.5355 74.6074
STARBUCKS_count 28.005 16.2132 1.7273 0.127752 -10.3331 66.3431
SUPER DUPER BURGER_count -126.636 183.997 -0.688253 0.513448 -561.72 308.447
MCDONALDS_mean -0.0674109 0.0740884 -0.909872 0.393141 -0.242602 0.10778
RESTAURANT_mean 0.227507 0.166343 1.3677 0.213695 -0.165831 0.620846
STARBUCKS_mean -0.0753883 0.29089 -0.259165 0.802964 -0.763233 0.612456
SUPER DUPER BURGER_mean 0.121006 0.107692 1.12363 0.298224 -0.133646 0.375658

ROI (PER YERAR: ROI = RENT*12/SALES*100)

2011201220132014201520162017201820193.544.555.566.57
94103941059410794109941109411294114941159411694117941189412194122941239412494127941319413394134

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING ROI

0 1 2 3
0 Model: OLS Adj. R-squared: 0.455
1 Dependent Variable: roi AIC: 12.8499
2 Date: 2020-01-22 14:40 BIC: 24.1831
3 No. Observations: 19 Log-Likelihood: 5.5751
4 Df Model: 11 F-statistic: 2.368
5 Df Residuals: 7 Prob (F-statistic): 0.131
6 R-squared: 0.788 Scale: 0.088372

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 0.0107873 0.00251015 4.29748 0.00357768 0.00485175 0.0167229
population 1.05079e-05 8.46615e-06 1.24116 0.254523 -9.5114e-06 3.05271e-05
density 1.6806e-05 1.87864e-05 0.894581 0.400723 -2.76168e-05 6.12288e-05
violent crime 0.0801989 0.0271938 2.94917 0.0214323 0.0158959 0.144502
property crime -0.0404662 0.0249866 -1.61952 0.149368 -0.0995502 0.0186177
MCDONALDS_count -0.196343 0.264973 -0.740993 0.482809 -0.822904 0.430218
RESTAURANT_count 0.215747 0.0502031 4.29748 0.00357768 0.0970351 0.334458
STARBUCKS_count -0.0746998 0.0630304 -1.18514 0.274632 -0.223743 0.0743433
SUPER DUPER BURGER_count 1.0952 0.715306 1.5311 0.169602 -0.596226 2.78664
MCDONALDS_mean 0.000129276 0.000288026 0.448836 0.667115 -0.000551796 0.000810349
RESTAURANT_mean -0.000940365 0.000646675 -1.45416 0.189225 -0.00246951 0.000588777
STARBUCKS_mean -0.00132843 0.00113086 -1.17471 0.278521 -0.00400249 0.00134563
SUPER DUPER BURGER_mean -0.000465871 0.000418665 -1.11275 0.302562 -0.00145586 0.000524114